Note: The timeline of topics and assignments might be updated throughout the semester.
week
|
date
|
topic
|
prepare
|
slides
|
appex
|
assignment
|
assessment
|
1
|
17 January
|
Welcome to Statistical Models
|
|
|
|
|
|
2
|
22 January
|
Lab 01: R you ready?
|
|
|
|
|
|
2
|
24 January
|
Design Principles of Data Analysis
|
|
|
|
|
|
2
|
|
Getting to know ggplot2
|
|
|
|
|
|
3
|
29 January
|
Exploratory Data Analysis
|
|
|
|
|
|
3
|
31 January
|
Data Manipulation (Hands on)
|
|
|
|
|
|
4
|
5 February
|
Data Manipulation in R
|
|
|
|
|
|
4
|
|
Review of Summarizing Continuous Variables
|
|
|
|
|
|
4
|
7 February
|
Simple Linear Regression
|
|
|
|
|
|
4
|
|
Lab 02: Simple Linear Regression Part 1
|
|
|
|
|
|
5
|
12 February
|
Drawing Inference (Part 1)
|
|
|
|
|
|
5
|
14 February
|
Drawing Inference (Part 2)
|
|
|
|
|
|
5
|
|
Simple Linear Regression
|
|
|
|
|
|
6
|
19 February
|
Assumptions of Simple Linear Regression
|
|
|
|
|
|
6
|
21 February
|
Lab 03: Simple Linear Regression Part 2
|
|
|
|
|
|
7
|
26 February
|
Unusual Observations
|
|
|
|
|
|
7
|
|
Hypothesis Testing
|
|
|
|
|
|
7
|
|
Partitioning variability
|
|
|
|
|
|
7
|
28 February
|
Regression and correlation
|
|
|
|
|
|
7
|
|
Prediction intervals
|
|
|
|
|
|
7
|
|
Lab 04: Interpreting Results
|
|
|
|
|
|
8
|
4 March
|
Review
|
|
|
|
|
|
8
|
6 March
|
Midterm 01
|
|
|
|
|
|
|
11 March
|
Spring Break [No Class]
|
|
|
|
|
|
|
13 March
|
Spring Break [No Class]
|
|
|
|
|
|
9
|
18 March
|
Midterm Review
|
|
|
|
|
|
9
|
20 March
|
Multiple linear regression
|
|
|
|
|
|
10
|
25 March
|
Types of Variables
|
|
|
|
|
|
10
|
|
Model comparison
|
|
|
|
|
|
10
|
27 March
|
Variable transformations
|
|
|
|
|
|
11
|
1 April
|
Nested F-tests
|
|
|
|
|
|
11
|
|
Selecting Predictors
|
|
|
|
|
|
11
|
|
Conditions for Multiple Linear Regression
|
|
|
|
|
|
11
|
3 April
|
Interpeting Coefficients
|
|
|
|
|
|
11
|
|
Lab 05: Multiple regression in practice
|
|
|
|
|
|
12
|
8 April
|
Introduction to logistic regression
|
|
|
|
|
|
12
|
10 April
|
Logistic regression in practice
|
|
|
|
|
|
12
|
|
Assessing logistic regression conditions
|
|
|
|
|
|
12
|
|
Logistic regression inference
|
|
|
|
|
|
12
|
|
Lab 06: Inference with logistic regression
|
|
|
|
|
|
13
|
15 April
|
Multiple logistic regression
|
|
|
|
|
|
13
|
17 April
|
Midterm 02
|
|
|
|
|
|
14
|
22 April
|
Final Projects
|
|
|
|
|
|
14
|
24 April
|
Final Projects
|
|
|
|
|
|
15
|
29 April
|
Final Projects
|
|
|
|
|
|
15
|
1 May
|
Final Presentations
|
|
|
|
|
|